{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Channel simulation and channel prediction\n",
    "\n",
    "In this notebook we simulate a **realistic LTE channel** (in Part 1) and we perform channel prediction on the basis of the channel history, by applying **Wiener filtering** (in Part 2). \n",
    "\n",
    "**Note**: in order to run Part 2 of the notebook, the user needs to run Part 1 first. We recommend to run the computation cells of the notebook in the order they appear."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Basic imports\n",
    "import itpp\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "import scipy\n",
    "from scipy import special\n",
    "import tabulate as tab\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "\n",
    "# Flag used to choose if the user wants to save the plots generated in the notebook\n",
    "savefig = False\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Part 1 - Channel simulation\n",
    "\n",
    "In Part 1 of this notebook we simulate a realistic LTE link chain, using the [py-itpp library](http://itpp.sourceforge.net/4.3.1/). In particular we set up a fading channel using the stochastic tapped delay line [(TDL) channel models](http://itpp.sourceforge.net/4.3.1/classitpp_1_1TDL__Channel.html) that are supported by py-itpp.\n",
    "In case of TDL channels, the channel impulse response (CIR) is modeled as several time-delayed 'taps', where each tap is a random variable with a defined delay $\\tau$. Therefore, the channel response is given by <a id='eq1'></a>\n",
    "$$h(t,\\tau) = \\sum_{n=1}^{N}c_n(\\tau)\\delta(t-\\tau_n)\\;\\;\\; (1) $$ \n",
    "where $N$ is the number of taps.\n",
    "The reader can select one of the TDL channel profiles supported by py-itpp, as listed in Table 1. \n",
    "\n",
    "| Supported channel profiles|       \n",
    "| ------------- |\n",
    "| ITU_Vehicular_A      | \n",
    "| ITU_Vehicular_B    | \n",
    "| ITU_Pedestrian_A| \n",
    "|ITU_Pedestrian_B|\n",
    "|COST207_RA|\n",
    "|COST207_RA6|\n",
    "|COST207_TU|\n",
    "|COST207_TU6alt|\n",
    "|COST207_TU12|\n",
    "|COST207_TU12alt|\n",
    "|COST207_HT|\n",
    "|COST207_HT6alt|\n",
    "|COST207_HT12|\n",
    "|COST207_HT12alt|\n",
    "|COST259_TUx|\n",
    "|COST259_RAx|\n",
    "|COST259_RAx|\n",
    "Table 1. Supported channel profiles by py-itpp\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Radio link parameters\n",
    "\n",
    "We now define the radio link parameters related to the LTE channel. We suggest to the reader to keep all the parameters fixed, apart from `relative_speed`[m/s], which can let the reader appreciate the channel variations according to the speed of the mobile user. \n",
    "\n",
    "**Note**: make sure that the value selected for `relative_speed` is coherent with the selected channel profile in `channel_spec`.\n",
    "For instance, if `relative_speed = 40` [m/s], then the selected channel profile should not be of `PEDESTRIAN` type.\n",
    "<span style=\"color:red\">"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Speed of the mobile user, assuming that the base staion is stationary\n",
    "relative_speed = 20 # [m/s]\n",
    "# Specify the channel profile. Any of the channel profiles in Table 1 can be selected\n",
    "channel_spec = itpp.comm.Channel_Specification(itpp.comm.CHANNEL_PROFILE.ITU_Vehicular_B)\n",
    "# Transmission bandwidth and duration\n",
    "nrof_subcarriers = 72\n",
    "# Sampling frequency and interval\n",
    "subcarrier_spacing = 15000 # [Hz]\n",
    "# FFT size for the OFDM channel. Chosen to the closest power of 2 greater than the 'nrof_subcarriers'\n",
    "fft_size = 128# \n",
    "sampling_frequency = subcarrier_spacing * fft_size \n",
    "sampling_interval = 1.0 / sampling_frequency # [s]\n",
    "carrier_frequency = 2e9 # [Hz]\n",
    "speed_of_light = 3e8 # [m/s]\n",
    "transmission_duration = 71.4e-6 #[s]\n",
    "transmission_interval = 1e-3 #[s]\n",
    "cyclic_prefix_length = 102\n",
    "# Define number of channel samples to generate \n",
    "nrof_channel_samples = 500\n",
    "# Flag that determines whether the cannel samples should be noisy\n",
    "noise_flag = True\n",
    "# Signal to noise ratio over transmission bandwidth\n",
    "snr_dB = 1\n",
    "noise_variance = itpp.math.inv_dB(-snr_dB)  # Normalizing the received power to 1 (=0 dB) \n",
    "# Create the channel model\n",
    "channel = itpp.comm.TDL_Channel(channel_spec, sampling_interval)\n",
    "# Maximum Doppler frequency \n",
    "doppler_frequency = (carrier_frequency / speed_of_light) * relative_speed\n",
    "# Normalized channel doppler\n",
    "norm_doppler = doppler_frequency * sampling_interval\n",
    "# Set the normalized channel Doppler\n",
    "channel.set_norm_doppler(norm_doppler)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Generate the channel impulse response (CIR) and the channel frequency response (CFR)\n",
    "\n",
    "Here we generate some samples of the channel impulse response (CIR). For each time instant, the CIR is a vector of size `fft_size`. Then we convert the CIR to frequency domain, by taking the Fourier transform, and we obtain the channel frequency response (CFR). The size of the CFR vector is `fft_size`. Howevere, we can keep only the first `nrof_subcarrier` samples of the CFR and discard the rest since we only have `nrof_subcarrier` subcarriers."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Placeholder to store channel impulse responses\n",
    "nrof_taps = channel.taps()\n",
    "channel_impulse_response = itpp.cmat(nrof_taps, nrof_channel_samples) \n",
    "channel_frequency_response = itpp.cmat(nrof_subcarriers, nrof_channel_samples)\n",
    "# Generate channel samples. Each channel sample is shifted by the transmission interval\n",
    "sample_channel_coeff = itpp.cmat()\n",
    "\n",
    "for sample_index in range(nrof_channel_samples):\n",
    "    \n",
    "    channel.set_time_offset(sample_index * int(transmission_interval / sampling_interval))\n",
    "    # Generate a single channel sample with current time offset\n",
    "    channel.generate(1, sample_channel_coeff) \n",
    "    channel_impulse_response.set_col(sample_index, sample_channel_coeff.get_row(0))\n",
    "    # Obtain the channel frequency response by taking FFT of channel impulse response.\n",
    "    # The FFT size is 2^n for computation speed, from which we extract nrof_subcarrier values.\n",
    "    channel_impuse_fft = itpp.signal.fft(channel_impulse_response.get_col(sample_index), fft_size)\n",
    "    channel_frequency_response.set_col(sample_index, channel_impuse_fft.left(nrof_subcarriers))\n",
    "    \n",
    "# The channel frequency response and the channel frequency data are stored into numpy arrays for ease of processing \n",
    "channel_freq_data = channel_frequency_response.to_numpy_ndarray()\n",
    "channel_impulse_response_data = channel_impulse_response.to_numpy_ndarray()\n",
    "\n",
    "# Here noise is added to the channel frequency response\n",
    "if noise_flag == True:\n",
    "    # Complex noise is created and added to the channel frequency response\n",
    "    complex_noise = (np.random.randn(channel_freq_data.shape[0],channel_freq_data.shape[1])*np.sqrt(noise_variance/2)+1j*np.random.randn(channel_freq_data.shape[0],channel_freq_data.shape[1])*np.sqrt(noise_variance/2))\n",
    "    channel_freq_data_noisy = channel_freq_data + complex_noise\n",
    "    # We add zeros in order to reach the FFT size\n",
    "    channel_freq_data_noisy_zeros_added = np.append(channel_freq_data_noisy,np.zeros([(fft_size-nrof_subcarriers),channel_freq_data.shape[1]]),axis=0)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualize the channel\n",
    "\n",
    "Here below the magnitude of the channel frequency response is visualized. The reader can appreciate the frequency selectivity of the channel. In our set up we assume that the channel is block fading, i.e. the channel reman constant during each sampling interval."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Channel Magnitude')"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x1152 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "channel_magnitude = itpp.math.abs(channel_frequency_response)\n",
    "\n",
    "plt.figure(figsize =(18, 16))\n",
    "Z = channel_magnitude.get_cols(0, nrof_channel_samples-1).to_numpy_ndarray()\n",
    "x = np.arange(0, nrof_subcarriers)\n",
    "y = np.arange(0, nrof_channel_samples)\n",
    "X, Y = np.meshgrid(x, y)\n",
    "\n",
    "plt.gca(projection ='3d').plot_surface(X, Y, np.transpose(Z))\n",
    "plt.gca().set_xlabel('Subcarrier')\n",
    "plt.gca().set_ylabel('Channel Use')\n",
    "plt.gca().set_zlabel('Channel Magnitude')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Part 2 - Channel prediction\n",
    "\n",
    "In Part 2 of the notebook we focus on channel prediction. Assuming that the channel gains evolve as a Gaussian process, the FIR Wiener filter is the minimum mean square error (MMSE) estimator. \n",
    "The coefficients of FIR Wiener filter can be computed by solving Wiener-Hopf equation (eq. (12.65) from [[1]](#ref)). Such coefficients depend on the autocorrelation and crosscorrelation function of the channel, which , according to Jakes' scattering model ([[2]](#ref)) is given by the zero-order Bessel function of the first kind, i.e., $$J_{0}(2\\pi f_{d}\\tau),$$\n",
    "where $f_{d}$ is the maximum doppler frequency.\n",
    "Finally, we assess the performance of our predictor by computing the mean square error (MSE) between the predicted channel and the actual channel. We also quantify the benefit of channel prediction by comparing the Wiener filter-based MSE with the MSE computed in caseof  no channel prediction. In the latter case, the channel that we use is a delayed copy of the actual channel. \n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Utility functions and Wiener filter implementation "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# This function implements the theoretical autocorrelation function, i.e. Bessel\n",
    "def autocorrelation(m,f_d,T_s):\n",
    "  \n",
    "  bessel_function_zero_order_first_kind = scipy.special.j0(2*np.pi*f_d*m*T_s)\n",
    "  return bessel_function_zero_order_first_kind\n",
    "################################################################################\n",
    "# This function generates an upper-triangular matrix; useful when computing the\n",
    "# Wiener coefficients\n",
    "def create_upper_matrix(values, size):\n",
    "    \n",
    "    upper = np.zeros((size, size))\n",
    "    upper[np.triu_indices(size, 0)] = values\n",
    "    return(upper)\n",
    "################################################################################  \n",
    "# This function generates a lower-triangular matrix; useful when computing the\n",
    "# Wiener coefficients\n",
    "def create_lower_matrix(values, size):\n",
    "    \n",
    "    lower = np.zeros((size, size))\n",
    "    lower[np.tril_indices(size, 0)] = values\n",
    "    return(lower)\n",
    "################################################################################\n",
    "\n",
    "# This function computes the Wiener coefficients\n",
    "def Wiener_filter_coeff_scaled(autocorrelation_of_reference,crosscorrelation,delta,snr,noise):\n",
    "    \n",
    "    b = autocorrelation_of_reference\n",
    "    for i in range(1,len(autocorrelation_of_reference)):\n",
    "        b = np.concatenate((b,autocorrelation_of_reference[:-i]))\n",
    "        \n",
    "    upper_half = create_upper_matrix(np.conj(b), len(autocorrelation_of_reference))\n",
    "    lower_half = create_lower_matrix(np.flip(b,axis = 0), len(autocorrelation_of_reference))\n",
    "    T = lower_half + upper_half\n",
    "\n",
    "  \n",
    "    for i in range(0, len(autocorrelation_of_reference)):\n",
    "        \n",
    "        if noise == True:\n",
    "        \n",
    "            T[i,i] = autocorrelation_of_reference[0]* ( 1 + snr) / snr\n",
    "        \n",
    "        else:\n",
    "        \n",
    "            T[i,i] = autocorrelation_of_reference[0]\n",
    "       \n",
    "    if noise == True and delta == 0:\n",
    "        crosscorrelation[0] = crosscorrelation[0]*(( 1 + snr) / snr)\n",
    "    \n",
    "    v = np.transpose( crosscorrelation )\n",
    "    a = np.conj(np.dot(np.linalg.inv(T),v))\n",
    "  \n",
    "    return a\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In the following code, we apply Wiener filter to each channel subcarrier.\n",
    "The user can select and play around with the following parameters:\n",
    "\n",
    "|Parameter| Meaning |\n",
    "|---------|:--------|\n",
    "|`N`|Number of Wiener filter taps|\n",
    "|`delta`|Number of channel samples that we predict ahead|\n",
    "\n",
    "\n",
    "Note that the number of filter taps corresponds to the number of past channel samples that we use to perform the prediction. Also, the number of channel samples that we predict ahead corresponds to a time interval. Such time interval depends on the channel sampling interal. In our set up we are sampling the channel every transmission interval because we assume we have a block fading channel. If `transmission_interval = 1e-3`, then `delta = 5` indicates that we predict the channel 5 ms ahead. \n",
    "\n",
    "Note that the quality of the prediction depends on the correlaton of the channel, which strictly depends on the mobile user velocity: if the user moves very fast, the channel will change very fast, and predictions far in time will become more difficult. The same reasoning applies to the SNR value. If the channel SNR increases then the accuracy of the prediction increases."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  Filter Taps    Channel samples we predict ahead     SNR [dB]\n",
      "-------------  -----------------------------------  ----------\n",
      "           10                                    1           1\n",
      "  MSE with prediction [dB]    MSE no prediction [dB]\n",
      "--------------------------  ------------------------\n",
      "                0.00502811                 0.0042853\n",
      "\n",
      "\n",
      " Reduction of MSE [dB] thanks to channel prediction: -7.428175E-04 \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# How many channel samples are we predicting ahead?\n",
    "delta = 1\n",
    "# Number of Wiener filter taps\n",
    "N = 10\n",
    "\n",
    "snr = noise_variance  \n",
    "\n",
    "# In this set-up we are sampling the channel every transmission interval because we assume we have a block fading channel    \n",
    "channel_sampling_interval = transmission_interval\n",
    "\n",
    "# Compute Wiener filter for a given velocity and carrier frequency\n",
    "autocorrelation_of_reference = autocorrelation(np.arange(0,N,1),doppler_frequency,channel_sampling_interval)\n",
    "\n",
    "crosscorrelation = autocorrelation(np.arange(delta,N+delta,1),doppler_frequency,channel_sampling_interval)\n",
    "\n",
    "# Wiener filter coefficients\n",
    "a = Wiener_filter_coeff_scaled(autocorrelation_of_reference,crosscorrelation,delta,snr, noise_flag)\n",
    "\n",
    "# In order to asses the performance of the Wiener filter we compute the mean squared error between the actual channel and the predicted one\n",
    "# We predict each of the nrof_subcarriers, we compute the MSE for each of them and we average the MSE over the nrof_subcarriers\n",
    "\n",
    "# We quantify the benefit of channel prediction by computing the reduction of MSE that we have if we perform the prediction\n",
    "# In case of no channel prediction that channel that we have is a \"delta\" shifted copy of the actual channel, i.e. we rae lagging behind by a \"delta\" shift in time\n",
    "mean_squared_error_with_prediction = 0\n",
    "\n",
    "mean_squared_error_no_prediction = 0\n",
    "\n",
    "filter_output = []\n",
    "for i in range(0, len(channel_freq_data)):\n",
    "    \n",
    "    h = channel_freq_data[i,:]\n",
    "    \n",
    "    h_ref = h[N+delta-1:]\n",
    "    \n",
    "    # Apply the Wiener filter\n",
    "    filter_output_temp = np.convolve(a,h,\"valid\")\n",
    "    \n",
    "    if delta == 0:\n",
    "        filter_output.append(filter_output_temp[:])\n",
    "        mean_squared_error_with_prediction = mean_squared_error_with_prediction + (np.mean((np.absolute(channel_freq_data[i,N+delta-1:]-filter_output_temp[:]))**2)/len(channel_freq_data))\n",
    "        mean_squared_error_no_prediction = mean_squared_error_no_prediction + (np.mean((np.absolute(channel_freq_data[i,N+delta-1:]-channel_freq_data[i,N-1:]))**2)/len(channel_freq_data))\n",
    "\n",
    "    else:    \n",
    "        filter_output.append(filter_output_temp[:-delta])\n",
    "        mean_squared_error_with_prediction = mean_squared_error_with_prediction + (np.mean((np.absolute(channel_freq_data[i,N+delta-1:]-filter_output_temp[:-delta]))**2)/len(channel_freq_data))\n",
    "        mean_squared_error_no_prediction = mean_squared_error_no_prediction + (np.mean((np.absolute(channel_freq_data[i,N+delta-1:]-channel_freq_data[i,N-1:-delta]))**2)/len(channel_freq_data))\n",
    "\n",
    "    \n",
    "    # When we have no prediction, then we are lagging behind by a \"delta\" shift in time\n",
    "    \n",
    "\n",
    "    \n",
    "mean_squared_error_with_prediction = mean_squared_error_with_prediction/len(channel_freq_data)\n",
    "mean_squared_error_no_prediction = mean_squared_error_no_prediction/len(channel_freq_data)\n",
    "\n",
    "# In the following plots the real part of the channel is shown. The user can change np.real to np.imag to display the imaginary part of the channel\n",
    "\n",
    "# Subcarrier that we want to display among the norf_subcarriers available\n",
    "subcarrier_index = 0\n",
    "# Number of channel samples of the selected subcarrier that we want to show\n",
    "number_of_samples_to_show = 100\n",
    "\n",
    "plt.figure( figsize = [20, 10]);\n",
    "plt.title(\"Channel prediction\")\n",
    "plt.axis()\n",
    "plt.plot(np.real(filter_output[subcarrier_index][:number_of_samples_to_show]),color = 'b',marker = 'x',label = \"Channel prediction\")\n",
    "plt.plot(np.real(channel_freq_data[subcarrier_index,N + delta - 1:][:number_of_samples_to_show]),color = 'g',marker = 'o',label = \"Groundtruth\")\n",
    "plt.legend()\n",
    "if savefig == True:\n",
    "    plt.savefig(\"Channel_prediction.png\")\n",
    "\n",
    "plt.figure( figsize = [20, 10]);\n",
    "plt.title(\"Without channel prediction\")\n",
    "plt.plot(np.real(channel_freq_data[subcarrier_index,N - 1: - delta][:number_of_samples_to_show]),color = 'r',marker = 'x',label = \"Withou channel prediction\")\n",
    "plt.plot(np.real(channel_freq_data[subcarrier_index,N + delta - 1:][:number_of_samples_to_show]),color = 'g',marker = 'o',label = \"Ground Truth\")\n",
    "plt.legend()\n",
    "if savefig == True:\n",
    "    plt.savefig(\"Without_channel_prediction.png\")\n",
    "\n",
    "values1 = [N,delta,snr_dB]\n",
    "headers1 = ['Filter Taps','Channel samples we predict ahead ','SNR [dB]']\n",
    "print(tab.tabulate([values1],headers1))\n",
    "\n",
    "values2 = [mean_squared_error_with_prediction,mean_squared_error_no_prediction,]\n",
    "headers2 = ['MSE with prediction [dB]','MSE no prediction [dB]']\n",
    "print(tab.tabulate([values2],headers2))\n",
    "print(\"\\n\\n Reduction of MSE [dB] thanks to channel prediction: %E \"%(mean_squared_error_no_prediction-mean_squared_error_with_prediction))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# References <a id='ref'></a>\n",
    "\n",
    "[[1]](https://dl.acm.org/citation.cfm?id=151045) S. M. Kay, Fundamentals of Statistical Signal Processing: Detection\n",
    "Theory. Englewood Cliffs, NJ: PTR Prentice-Hall, 1998.\n",
    "\n",
    "[[2]](https://ieeexplore.ieee.org/document/1209292) Yahong Rosa Zheng and Chengshan Xiao, \"Simulation models with correct statistical properties for Rayleigh fading channels,\" in IEEE Transactions on Communications, vol. 51, no. 6, pp. 920-928, June 2003.\n",
    "doi: 10.1109/TCOMM.2003.813259"
   ]
  }
 ],
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